Patients who were moderately or severely malnourished and with hypoalbuminemia developed more chemotherapy-induced toxicity overall when compared with patients without malnutrition (31 vs. 22; p = 0.02) and normal albumin (54 vs. 41; p = 0.04), respectively. The gene discussed is ALB; the disease is Hypoalbuminemia.